Get the Data
os.chdir('/Users/Bryan/Documents/Programming/useR')
os.getcwd()
## '/Users/Bryan/Documents/Programming/useR'
df = pd.read_csv('Alcohol_Sales.csv', index_col='DATE', parse_dates=True)
df.index.freq = 'MS'
df.head()
# get a view of the data
## S4248SM144NCEN
## DATE
## 1992-01-01 3459
## 1992-02-01 3458
## 1992-03-01 4002
## 1992-04-01 4564
## 1992-05-01 4221
df.columns = ['Sales']
df.plot(figsize=(16,8))
from statsmodels.tsa.seasonal import seasonal_decompose
result = seasonal_decompose(df['Sales'])
rcParams['figure.figsize'] = 16,10
result.plot()
result.seasonal.plot(figsize=(12,8))
# nobs = number of observations to forecast
nobs = 12
train = df.iloc[:-nobs]
test = df.iloc[-nobs:]
len(test)
## 12
## MinMaxScaler(copy=True, feature_range=(0, 1))
## [[0.63116506]
## [0.82502778]
## [0.75972305]
## [0.94939738]
## [0.98743482]
## [0.82135225]
## [0.95956919]
## [0.80049577]
## [0.93025045]
## [0.95247457]
## [1.0661595 ]
## [0.65706471]]
## <bound method Network.summary of <keras.engine.sequential.Sequential object at 0x1c3e212be0>>
## Epoch 1/25
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## Epoch 2/25
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## Epoch 3/25
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## Epoch 4/25
##
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301/301 [==============================] - 8s 26ms/step - loss: 0.0076
## Epoch 5/25
##
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301/301 [==============================] - 8s 26ms/step - loss: 0.0061
## Epoch 6/25
##
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301/301 [==============================] - 8s 26ms/step - loss: 0.0055
## Epoch 7/25
##
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301/301 [==============================] - 8s 26ms/step - loss: 0.0040
## Epoch 8/25
##
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301/301 [==============================] - 8s 26ms/step - loss: 0.0034
## Epoch 9/25
##
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301/301 [==============================] - 8s 26ms/step - loss: 0.0027
## Epoch 10/25
##
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301/301 [==============================] - 8s 26ms/step - loss: 0.0028
## Epoch 11/25
##
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301/301 [==============================] - 8s 26ms/step - loss: 0.0020
## Epoch 12/25
##
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## Epoch 13/25
##
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301/301 [==============================] - 8s 26ms/step - loss: 0.0024
## Epoch 14/25
##
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## Epoch 15/25
##
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301/301 [==============================] - 8s 26ms/step - loss: 0.0020
## Epoch 16/25
##
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## Epoch 17/25
##
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301/301 [==============================] - 8s 26ms/step - loss: 0.0020
## Epoch 18/25
##
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301/301 [==============================] - 8s 26ms/step - loss: 0.0021
## Epoch 19/25
##
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301/301 [==============================] - 8s 26ms/step - loss: 0.0021
## Epoch 20/25
##
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301/301 [==============================] - 8s 26ms/step - loss: 0.0015
## Epoch 21/25
##
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## Epoch 22/25
##
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301/301 [==============================] - 8s 26ms/step - loss: 0.0014
## Epoch 23/25
##
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301/301 [==============================] - 8s 26ms/step - loss: 0.0015
## Epoch 24/25
##
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301/301 [==============================] - 8s 26ms/step - loss: 0.0018
## Epoch 25/25
##
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## <keras.callbacks.History object at 0x11c3efba8>
plt.clf()
plt.plot(range(len(model.history.history['loss'])), model.history.history['loss'])

first_eval_batch = scaled_train[-12:]
first_eval_batch = first_eval_batch.reshape((1,n_input, n_features))
model.predict(first_eval_batch)
# holding predictions in empty list
## array([[0.7478991]], dtype=float32)
test_predictions = []
# last n_inputs from the training set
first_eval_batch = scaled_train[-n_input:]
current_batch = first_eval_batch.reshape((1,n_input, n_features))
# how far into the future to forecast
# set to length of test set
# can change the range and go into the future
for i in range(len(test)):
# one time step ahead of historical 12 points
current_pred = model.predict(current_batch)[0]
# store in prediction
test_predictions.append(current_pred)
# UPDATE current batch to include prediction
# dropping first and adding the prediction
current_batch = np.append(current_batch[:,1:,:], [[current_pred]], axis = 1)
print(test_predictions)
# invert the scaling
## [array([0.7478991], dtype=float32), array([0.89395285], dtype=float32), array([0.83914036], dtype=float32), array([1.0242552], dtype=float32), array([1.0912414], dtype=float32), array([0.8292134], dtype=float32), array([0.9903636], dtype=float32), array([0.8562024], dtype=float32), array([0.9409095], dtype=float32), array([0.98989195], dtype=float32), array([1.055684], dtype=float32), array([0.658173], dtype=float32)]
true_predictions = scaler.inverse_transform(test_predictions)
test['Predictions'] = true_predictions
## /Users/Bryan/anaconda/envs/pytorch/bin/python:1: SettingWithCopyWarning:
## A value is trying to be set on a copy of a slice from a DataFrame.
## Try using .loc[row_indexer,col_indexer] = value instead
##
## See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
print(test)
## Sales Predictions
## DATE
## 2018-02-01 10415 11780.671747
## 2018-03-01 12683 13489.354352
## 2018-04-01 11919 12848.103020
## 2018-05-01 14138 15013.761076
## 2018-06-01 14583 15797.432667
## 2018-07-01 12640 12731.967342
## 2018-08-01 14257 14617.263731
## 2018-09-01 12396 13047.712153
## 2018-10-01 13914 14038.700298
## 2018-11-01 14174 14611.745880
## 2018-12-01 15504 15381.446770
## 2019-01-01 10718 10730.966215
test.plot(figsize=(12,8))

error = rmse(test['Sales'], test['Predictions'])
print(f'{error:.0f}', 'RMSE')
## 731 RMSE
SalesMean = test['Sales'].mean()
print(f'{SalesMean:.0f}', 'Mean of Sales')
## 13112 Mean of Sales
percent = error/SalesMean*100
print(f'{percent:.1f}', '% Error')
## 5.6 % Error